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ResearchFormerly WizWand

VL-Checklist

Benchmarks

TaskDatasetSOTA resultTrendResults

Compositional Reasoning

VL-Checklist

81.8Attribute Score

47

Image-Text Matching

VL-Checklist

0.258AURC

23

Vision-Language Probing

VL-CheckList (test)

86.9Object: Avg

17

Hard-negative classification

VL-CheckList Object

71.2Score (Center)

6

Compositional Vision-Language Evaluation

VL-CheckList-VG

71.29VLC Object Accuracy

4

Vision-Language Alignment

VL-Checklist VG-spatial

63.5Accuracy

4